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| title: README | |
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| # Perception365: UrbanFlow | |
| Welcome to the official repository for **UrbanFlow** — a high-performance, cloud-native perception engine engineered for the complexities of modern urban mobility and traffic intelligence. | |
| > Transforming raw visual data into institutional-grade actionable insights. | |
| The gap between curated benchmarks and operational reality is where most vision systems fail. Generic datasets often overlook the chaotic density, extreme occlusion, and heterogeneous vehicle mix of real-world urban intersections. | |
| **UrbanFlow** is designed to bridge this gap. | |
| ### Strategic Vision | |
| We focus on **production-grade cloud inference**, moving beyond the constraints and maintenance overhead of hardware-locked edge devices. By leveraging scalable cloud architectures, UrbanFlow delivers high-throughput analytics and sub-pixel tracking accuracy for transport authorities and smart city planners. | |
| ### Core Capabilities | |
| * **Precision Class Detection**: Optimized for most common 14 vehicle classes including those unique to the Indian road environment. | |
| * **Institutional Metrics**: Native support for **PCU analysis** (Passenger Car Units) aligned with **IRC:106-1990** standards. | |
| * **Temporal Flow Tracking**: Advanced pixel-displacement speed profiling and temporal congestion mapping. | |
| * **Enterprise Interoperability**: Structured JSON/CSV telemetry designed for direct integration with Transport Management Systems (TMS). | |
| ### Our Methodology | |
| Each model in the UrbanFlow ecosystem is validated against raw, uncontrolled urban and highway footage. We prioritize: | |
| - **Resilience**: Robust tracking through dense traffic saturation and adverse lighting. | |
| - **Scalability**: High-performance inference pipelines that scale with institutional demand. | |
| - **Integrity**: Gated access for verified researchers and planning authorities to ensure methodological rigor. | |
| Perception is the foundation of the modern smart city. | |
| We are building the intelligence layer that makes urban flow actionable. | |
| **Built for Precision. Optimized for the Cloud.** | |